{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[0.5794, 0.2082, 0.2089],\n",
      "        [0.1522, 0.2859, 0.8448],\n",
      "        [0.3083, 0.7205, 0.0200],\n",
      "        [0.6411, 0.2828, 0.6319],\n",
      "        [0.8455, 0.2498, 0.6814]])\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import torch\n",
    "x = torch.rand(5, 3)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cuda.is_available()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.autograd import Variable\n",
    "import torch.nn.functional as F\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = torch.unsqueeze(torch.linspace(-1,1,100),dim = 1)\n",
    "y = x.pow(2) + 0.2 * torch.rand(x.size())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#x,y = Variable(x),Variable(y)\n",
    "# plt.scatter(x.data.numpy(),y.data.numpy())\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (hidden): Linear(in_features=1, out_features=10, bias=True)\n",
      "  (predict): Linear(in_features=10, out_features=1, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "class Net(torch.nn.Module):\n",
    "    def __init__(self,n_feature, n_hidden , n_output):\n",
    "        super(Net, self).__init__()\n",
    "        self.hidden = torch.nn.Linear(n_feature, n_hidden)\n",
    "        self.predict = torch.nn.Linear(n_hidden, n_output)\n",
    "        \n",
    "    def forward(self,x):\n",
    "        x = F.relu(self.hidden(x))\n",
    "        x = self.predict(x)\n",
    "        return x\n",
    "net = Net(1, 10 ,1)\n",
    "print(net)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.ion()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XmYVMXZ9/Hv7TDK4DaomOjIpgLiFlE0Rp5IxAU0j8rriokxKkpwQ1ExY0yU6GPAJdG4EENQMTEqbkGMCxoBF9wYAwZRUQQRRiKo4AYiSL1/nG443X26+/RMn15/n+vimuk61Wdqepq+T1Xdp8qcc4iIiERpo2I3QEREKp+CjYiIRE7BRkREIqdgIyIikVOwERGRyCnYiIhI5BRsREQkcgo2IiISOQUbERGJXJti/eBtttnGdenSpVg/XkSkLL322msfO+c6FLsducoabMzsDuB/gaXOud0Djv8U+GXs4ZfAWc6517Odt0uXLjQ1NeXYXBGR6mZmC4vdhpYIM4w2HhiQ4fgCoK9zbk/gKmBsHtolIiIVJGvPxjn3nJl1yXD8Rd/Dl4EdWt8sERGpJPlOEBgMPJHnc4qISJnLW4KAmR2EF2z+J0OdIcAQgE6dOuXrR4uISInLS8/GzPYExgFHO+c+SVfPOTfWOdfbOde7Q4eyS6YQEZEWanWwMbNOwMPAz5xz77S+SSIiUmnCpD7fC/wI2MbMFgNXALUAzrnbgMuBrYExZgaw1jnXO6oGi4hI+QmTjXZSluNnAGfkrUUiIlJxiraCQL5MnNnMdZPn8uGKVWxfX8eI/j0Y2Kuh2M0SERGfsg42E2c2c+nDs1m15lsAmles4tKHZwMo4IiIlJCyXojzuslz1weauFVrvuW6yXOL1CIREQlS1sHmwxWrcioXEZHiKOtgs319XU7lIiJSHGUdbEb070FdbU1CWV1tDSP69yhSi0REJEhZJwjEkwCUjSYipUaZsonKOtiAF3Cq+Q8oIqVHmbKpynoYTUSkFClTNpWCjYhInilTNpWCjYhInilTNpWCjYhInilTNlXZJwiIiJQaZcqmqqhgo1RDESkVypRNVDHBRqmGIiKlq2LmbJRqKCJSuiom2CjVUESkdFVMsFGqoYhI6aqYYKNUQxGR0lUxCQJKNRSRYlAWbDgVE2xAqYYiUljKgg2vYobRREQKTVmw4ZVvz2b+fJg4ES68MPCwurYiEjVlwYZXfsFm3Tq49VZobISVK6FnTzj88IQq6tqKSCFsX19Hc0BgSc6C1cVvuQ2jzZsHBx0Ew4Z5gQZYOugU/vncWwnVMnVtJ85sps/oKXRtfIw+o6cwcWZzwZovIpUlTBZs/OK3ecUqHBsufqvtsydrsDGzO8xsqZm9kea4mdlNZjbPzP5jZnvnv5kx06bBc88lFG37+cd8ff7whD9cui5s/I9c7X90EcmPgb0aGHXMHjTU12FAQ30do47ZI6HXonkdT5iezXhgQIbjhwPdYv+GAH9qfbPSGDyYV3feJ6X4uFmTefbmu9c/TncjZ42Z/ugiklcDezUwvbEfC0b/mOmN/VKGxzSv48kabJxzzwGfZqhyNPBX53kZqDez7fLVwARmDD/0HL7YODWYjHjwevjsM+/7NF3bb50LPG21/dFFpHC0uoknH3M2DcAi3+PFsbJodOrM7w4anFK8/Rcfw8UXA+m7tg36o4tIgWl1E08+stEsoCywC2FmQ/CG2ujUqVOLftiI/j249MsjOOLtF/jhwlmJB8eNg+OPh8MOS3uDpz9LDarzjy4ihaPVTTz5CDaLgY6+xzsAHwZVdM6NBcYC9O7dO3hMK4v4H+jGNSPodeMZbPZN0hDYmWfCG2/A5punfW61/9FFpLC0ukl+gs0k4Fwzuw/4PvCZc25JHs6blveH+wl0/RzOOivx4AcfwCWXwJ+C8xT0RxcRKbwwqc/3Ai8BPcxssZkNNrOhZjY0VuVxYD4wD/gLcHZkrU02ZAj065dafttt8MwzBWuGiIhkZi5NhlbUevfu7Zqamlp/ogULYI894KuvEss7d4bZswOH00REypWZveac613sduSqvFYQCNK1K1xzTWr5woXekjYiIlJ05R9swJu36ds3tXzMGJg6tfDtEZGqpOWw0quMYLPRRnDHHdCuXeqxwYPhyy8L3yYRqSpaAy2zygg2ADvuCKNHp5YvWACXXlr49ohIVdEaaJlVTrABOOcc+OEPU8tvuQWefbbw7RGRqqE10DKrrGATH06rS11+pvmYk9j1woc0jioikdAaaJlVVrAB2Hln+N3vUoobPl3CiOfu0jiqiERCa6BlVnnBBuC886BPn5Ti0157lP0WvaFxVBHJuzB721Sz8r+pM5133oHvfQ++/jqh+P367Rhw+s2srm3LgtE/ju7ni4hEQDd1lpru3eHqq1OKu6xYwojn/qZxVBFpMd1Pk7vKDTYA55/PJ3um7ux5WtMkRm37WREaJCLlTvfTtExlB5uaGra+/+98u8kmCcUb4Thw9C9h5coiNUxEypXup2mZyg42AD16UPN//5da/u67cPnlhW+PiJQ13U/TMpUfbACGD4f9908t/8Mf4MUXC98eESlbup+mZaoj2NTUeDd7Jg2n4Rycfjqs0hWJiKQKSgTQ/TQtU7mpz0GuuSZ424ERI+DaawvbFhEpGRNnNq/fLn7LulrMYPnKNRjg/4Ssq61h1DF7AMXbXr5cU5+rK9isXQsHHAAzZiSWb7QRTJ8ePNQmIhUtnl2WPOmfTkN9HdMbA3YILpByDTZtit2AgmrTBu68E/beG775ZkP5unVw2mkwcya0bRt4lbNi5ZqCX8GISPSCsssyUSJAy1THnI3fbrvByJGp5W+/DSNHpuTQr1i1huUr1yifXqRC5Ro8lAjQMtUXbMCbo9kn9WZPrruOf457JONVjvLpRSpLLsHD8C46tWpA7qoz2LRpA+PHQ21tYvm6dVwy4Ro2Xrsm49PVjRapHEHZZX7m+xqf4dYoR+6qM9gA7L47XHFFSnH3Tz5g2Iv3ZnyqutEilSN5teb6ulrat6tdv3LzDSfuRUN9HcmpVBrlyE11JQgku+QSeOghLzHAZ+jLDzK52w+YvV23lKcon16k8gzs1ZAx8Wf4hFmB5RrlCK96ezbAxDeWcsoPz2LNRold6DZuHTdOvolN1q5JucrR/hQi1UerBrRe1fZs1ufW123PzQcM4sIX/p5wfKePFjC37jW44qoitVBESsWI/j1S7sXRKEduQvVszGyAmc01s3lmlnILvpl1MrOpZjbTzP5jZkfkv6n55c+tH7P/8czZdsfUSqNGwb//XeCWiUip0S6crZd1BQEzqwHeAQ4FFgMzgJOcc2/66owFZjrn/mRmuwKPO+e6ZDpvUVYQ8Ona+FjChN+uH83nkb8Op3ZdUtrzHntAUxNsvHFB2yci+ee/Ybtcb9Iu1xUEwvRs9gPmOefmO+e+Ae4Djk6q44AtYt9vCXyYvyZGI3ms9c3v7MitPzghteLs2RC0RYGIlBVtelZcYYJNA7DI93hxrMxvJHCymS0GHgfOCzqRmQ0xsyYza1q2bFkLmps/Qbn1t/7gBN7q0CW18qhRKRlrIlJe0m16dsGEWbpJswDCBBsLKEseezsJGO+c2wE4AvibmaWc2zk31jnX2znXu0OHDrm3No/8Y7Bxa2pqufjHw1Oy01i71ls7zbeemvYgFykvmdKU1cuJXphgsxjo6Hu8A6nDZIOB+wGccy8BbYFt8tHAKA3s1cD0xn4JAWfOd3ZizP7Hp1Z+/XUYPRpQd1ykHGVLU9ZNmtEKE2xmAN3MrKuZbQwMAiYl1fkAOBjAzHriBZvijpPlIHlI7ZYDTmTutl1SK151Fbz+uvYgFylD2ZalAd2kGaWswcY5txY4F5gMvAXc75ybY2ZXmtlRsWoXAWea2evAvcCprlgb5bRAclrjtltvwYd/GOPt8OkXG05b+skXgefRG1WkdAUNnSfTTZrRqa7N03J12WXwu9+lFI899DR+t/exKeXF3lRJRMIJ2jAtvgtnqadCV3Lqc/W6/HJv/5skZ0y9mz2Xf5BQpruJRcqHbtIsPPVsspkxw9suet26hOIVu+zBUSdfz6IvtIOniBROufZsqnZttND23ddbHTqWiRZX//ZsnmMGjL6sSA0TESkfGkYL44oroGfP1PIrr4Q5cwrfHhGRMqNgE0bbtnDnnbBR0sv1zTfezZ5r1xanXSIiZULBJqzvfx8uuii1fMYM+P3vC98eEZEyomCTi9/+FnoEZJxdfjm8+WZquYiIAAo2uamr84bTLGm5OA2niYhkpGCTqx/8AC68MLX81VfhhhsK3x4RkTKgYNMSV10F3bunlv/mN/D224Vvj4hIiVOwaYm6OrjjjtThtNWreeOwY5jY9EHw80REqpSCTQ4S9rB5fjXzfnJGSp3dF73F3Euv0nYDIiI+CjYhBe1hc/wOR/DBVtun1D1/2l+57+5/Fb6RIiIlSsEmpKA9bJZTy0UDhrEuaTPTtmu/4aIJ18K3ifVFJL+0Y275ULAJKd1eNTM67s5d+/xvSvm+zW/CzTdH3SyRqqUdc8uLgk1I6TZVqq+r5eaDT2dh/XdTD/7qV/DuuxG3TKQ6hd0xV72f0qBgE1LQlrJ1tTWMPGo3Lh+0L9cef0nqk1atgtNPT9meQERaL91og79cvZ/SoWATUqbNlgb2auDWscPh3HNTn/jCC3DLLQVvr0ilSzfa4C8P2/uR6Gk/mxzEA0tao0bBY4/BggWJ5Y2NcMQRsPPO0TZQpIqM6N8jcGtn/465YXo/Uhjq2eTTZpvB7benlq9aBYMHazhNJI+SRxvq62ppW7sRwyfMWj83E6b3I4WhYJNvBx0EZ5+dWv7cczBmTOHbI1LBBvZqYHpjP244cS9Wr13H8pVrEuZmDtqlQ+Bcq7/3I4WhYBOFa66BLl1SyxsbYf78gjdHpNKlm5uZ+vaytHOtUlias4lCfDjt4IMTy7/6yhtOe+aZ1F0/RaTFMs3NZJ1rlYLQJ15U+vWDoUNTy6dNgz//ueDNESk3udwfo7mZ0mfOueyVzAYAfwRqgHHOudEBdU4ARgIOeN0595NM5+zdu7drampqSZvLxj9fmEvvIw/kuyuWJh7YdFN4443goTYRWX9/THKm2ahj9gC8YbMPV6xi+/q69fMvyfUN78OoIVanUno3Zvaac653sduRq6zBxsxqgHeAQ4HFwAzgJOfcm7463YD7gX7OueVmtq1zbmngCWMqPdjE/7Ps/e5r/H3Cr1OOL9u3Dx1eeT51mwIRoc/oKTQHDI3V19Wyeu26jEGoecWq9YEmuU4lBJxyDTZhhtH2A+Y55+Y7574B7gOOTqpzJnCrc245QLZAUw3iE5bTu+zFPd8bkHK8w4zpzPr1tUVomUjpSzcHs2LVmrQ3acYz0xrq60i+hNaNnMUXJtg0AIt8jxfHyvy6A93NbLqZvRwbdqtq/v8svzvodJo375BSp/v1v4WFCwvZLJGykOtci///m27kLE1hgk3QOE/yhUMboBvwI+AkYJyZ1aecyGyImTWZWdOyZctybWtZiE9q+l+gLzdpR+Ph56XUbffNKjjzTAgxbyZSTdKtRdi+XW1gfX9wUrJAaQoTbBYDHX2PdwA+DKjziHNujXNuATAXL/gkcM6Ndc71ds717tAh9Uq/3PkX/Uv2fNe9uW/Pw1Kf9PTTMG5cAVonUj7SrUV4xZG7Zb1JM12g0o2cxRUmQaANXoLAwUAzXoLAT5xzc3x1BuAlDfzczLYBZgJ7Oec+SXfeSkwQSDepCV73cLPVXzH59nPY/ouPEw9uvrmXndapU/SNFClzE2c2p2SjJU/8h6lTrso1QSBs6vMRwI14qc93OOeuNrMrgSbn3CQzM+D3wADgW+Bq59x9mc5ZicGma+NjKeOL4AWaG07ci+smz6Xba88z/sGRqZX694cnnlB2mohkVNHBJgqVGGzS9Wwa6uuY3thvQ8Hpp8Odd6ae4PbbvWMiImmUa7DRCgJ5FHqs+A9/gO23Tz3B8OGweHGELRQRKQ4FmzzKtMFagvp6GDs29QSffw5Dhig7TUQqjobRiunUU+Guu1LL77zTOyYikkTDaJK7G26A7bZLLb/gAmjWHukiUjkUbIqpffvgFaA/+wx+8QsNp4lIxVCwKbYjj+SDHx+bWv7YY3D33YVvj4hIBBRsimzizGZO2OVElm7aPvXgsGGwZEnhGyUikmcKNkV23eS5/LdNOy7rf07qwRUrNJwmIhVBwabI4ivRPt1tfybu2je1wqOPwj33FLhVIiL5pWBTZP6VaEce8guWtUtZLBvOOw/++98CtkpEJL8UbIrMv+rAirot+HX/s1MrLV8OZ52l4TSpSPFtObo2Pkaf0VOYOFNp/5VIwabIklcdeGO/g1ncP3kjVGDiRJgwoeDtE4mSf1sOBzSvWMWlD89WwKlAbYrdgGqVcQn0M/aEXV+E5A3mzj0XDjoIvvOdwjdYJALx7dP9/Ns8S+VQz6YIsl7NbbMNjBmT+sRPPoGzz9ZwmlQMbeFcPRRsiiDT1dx6xx0Hxx+f+uSHH4YHHgg8r8a+pdyE3cJZ7+3yp2BTBKGv5m65xevlJDvnHFi6NKFIY99SjsJsy6H3dmVQsCmCsFdzbLst3HprasWPP/bmb3xC9ZZESkyYbTn03q4MShAoghH9e3Dpw7MT/gMFbrIG3lDa/ffDQw8llj/wADz4oDfchsa+pXwN7NWQMRlA7+3KoJ5NEYTdZG3izGb6XDOVfbcbyIp2W6Se6OyzvV4OOfSWRMqM3tuVQcGmSAb2amB6Yz8WjP4x0xv7BQaa+Dj1sk3b85uDf5F6kmXL1g+nhd6SWqTM6L1dGRRsSlTyOPWjPQ/kye4/SK04YQI8/HD4LalFyoze25VB20KXmPjNns0B49EdvlzOU7efTfuvv0g8sO228OabsPXWBWqlSDQy3uwsgLaFljzwD50FWbZZe2466tzUA0uXenvfiJQxpThXNgWbEhKU4ulnwJ1dDuD5ngekHrznHm/9NJEypRTnyqbU5xKSKZXTAAdgxoX9hvKvBf9hy6+/TKw0dCj88IcZh9M0TCH5kOv7KEx9pThXtlA9GzMbYGZzzWyemTVmqHecmTkzK7vxxFKQLpWzxgz/zNqyzbZi5MFDUit+9BFccEHa82uYQvIh1/dRUP3hE2bRJWnpGaU4V7aswcbMaoBbgcOBXYGTzGzXgHqbA8OAV/LdyGqRLsXz24Akjn/sdhDP7LRv6knuvhsmTQo8v4YppDXi65NdMGFWTu+joPdd/B3tD1RKca5sYXo2+wHznHPznXPfAPcBARuucBVwLfB1HttXVdKleDYEXdmZcdMJF0N9wM6eQ4d6G64l0TCFtFS25BVo+fvLv6WAUpwrV5g5mwZgke/xYuD7/gpm1gvo6Jz7p5ldnMf2VZ10S3cELW9z2jF9oMeNcOqpiZWXLPGG0+66K6F4+/q6wA8LDVNINtmSVyDzMFimIAUbAlK2pWukfIXp2VhA2fpxHTPbCLgBuCjricyGmFmTmTUtS94YTNLKeMV3yilw+OGpT/rrX+GxxxKKNEwhLZWtd5LpfRT0vkumC57KF6Znsxjo6Hu8A/Ch7/HmwO7ANDMD+C4wycyOcs4l3LXpnBsLjAXvps5WtLvqpL3iM4OxY2G33eDzzxOPDRkCc+asH2qLPz8oK0hZapJJpt5JQ5b3i/9917xi1YbMyhhd8FSHrCsImFkb4B3gYKAZmAH8xDk3J039acDFyYEmmVYQyLM77oDBg1PLTzvNO5ZBfDw+eZhO4+XVKejCA4KHclvyHtGFTeuU6woCoZarMbMjgBuBGuAO59zVZnYl0OScm5RUdxoKNoXnnDecNnly6rH77/e2IrCgEVHoM3pK4FVrQ30d0xv75bulUsIyXXhAcK9YCquig00UFGwisGiRN5z2xRepxzp2hP/5H6itXV/0wacrmdP8GSszTPweu/cOUbRUStQTs5ekfT+0q61ht4Yt6bRVuwK3qgJtuimMGdOipyrY5EjBJiLjxsGZZxa7FSKSSfv28OmnLXpquQYbrY1WaQYPhkMPLXYrREQSKNhUGjMvIWAHDX+JSOnQQpxlKGs2zw47wBtvePfaPPIIPPssrF1bvAaLSNVTsCkzydlC8bWlgMSAs+WWcN553r/ly+H55xOWsHlt4XIeaFrEmm83zNnV1hjH9+7IPp3bF+aXkaJ6beFynpi9hOUr19C+XS2H77Fdwt9e75EIbbxxsVtQcAo2ZSbTYprp0lAnvr+S697cjA9X1GzoCf28gUUBPaR9lMpaFSbObObSebNZtVO39WV/X1PDqD033DezD+T8HvH3uresq8UMVqxco1RpUTZauena+Bjp/mJBd3Lrhk0JEsW9VUHvNT+97/JD2WhSEJnWkAraV0TbCkiQKFYAz7ZYp9531U3BpsxkW9Qw+T+0thWQIFFsVBbmPaX3XfVSsCkz/hWg0/H/hy7E7ofxTbW6Ju28KKUrihXAw7yntLpz9VKwKUMDezUwvbFf2oDj/w8d9bYC2mq6POVzo7L4xUZ8Red0tLpzdVM2Whkb0b9H4OS//z90pm0F8qEl2XFSPPlecTk5KcDB+i0E6pWNJj4KNmUsbCCJcvdDzQmVjmyBJPQ9WjkIuthwaMVwSaVgU+aKvY2utpouDWECSRS9UF1sSFias6lQhZq011bTpSFMinsUgaEQCShSGRRsKlAhJ+3zOdEsLRcmkEQRGHSxIWFpGK0CRTVpn25OIN1Qnrb/LZwww5lhEkpyFXUCilQOBZsKFMVwSa6Ty1FMRkt6xcxMLPa8oZQHBZsKFMWkfdjeUrw3E/TzV635lgsmzOK6yXPTfsipN9QypZCZKJKJgk0FimK4JExvKdtCjHHpejnqDbWOAomUMiUIVKAoJu3DTC5nW4jRL2hRRi0aKlK51LOpUPm+yg3TW8p1Tii5vu7ZEKlc6tlIKGF6S7nOCSXX1z0bIpVLPRsJLVtvKV3v59h9Gnjoteasc0hRzDVVK+2YKaVGwUZaJFPWWFB5785bhcqUSvf8atTSzLzkRIsVq9asP6akCymWUNtCm9kA4I9ADTDOOTc66fiFwBnAWmAZcLpzbmGmc2pb6PKlraaj15rXON2Wz35aKLN8Vey20GZWA9wKHA7sCpxkZrsmVZsJ9HbO7Qk8CFyb74ZK6VDWWPRa8xprx0wpRWESBPYD5jnn5jvnvgHuA472V3DOTXXOrYw9fBnYIb/NlFKirLHoteY11o6ZUorCBJsGYJHv8eJYWTqDgSda0ygpbfnIGguzKnU1bzfdmtc4aHFMPyVdSDGESRAI2uk1cKLHzE4GegN90xwfAgwB6NSpU8gmSjEFTVK3NmsszEoBxVxNoDVL5uRruZ3WvMbJiRbKRpNSkDVBwMx+AIx0zvWPPb4UwDk3KqneIcDNQF/n3NJsP1gJAqXLv75ZfIvfuPgkNbQ8ayzdBLZ/0jpMnSi0ZmI+34kT6QJXFOvHaU268lGuCQJhejYzgG5m1hVoBgYBP/FXMLNewJ+BAWECjZSuoD3l/eKT1NMb+0W6u2Ox5oVasz1DPrZ2yBZgLpgwK+ECIB89Pq1JJ4WQNdg459aa2bnAZLzU5zucc3PM7EqgyTk3CbgO2Ax4wMwAPnDOHRVhuyUiYdY3a+0HfphVqfO5cnUuV+2tCXK5PDeoTUDgh37Twk8TbopNdwHQ0sAQ1f5HIn6hbup0zj0OPJ5Udrnv+0Py3C4pknxlO2USNB9heB+ufUZPSTsvlFwnzJBSrlftrQlyYZ+brk1tazcK/NC/95VFfJtluLs1FwDKLpRC0NpokiDbh2o+Mpn866wBaYeFstX59cTZWbe/zvV+ldZscxz2uenatHzlGoJkCzTQugsArUknhaBgIwmCPjDj6Yj52KogbmCvBqY39qOhvi7jsFCmOve+sihrIMn1qr012zMkP7e+rpa2tRsxfMKshNTtXHsMNRaUELpBay8AWhNgRcLS2miSoNDrk7UmWSDdFb+/fkuGxdItOBpm7if+3EzDd+naVF9Xy+q160ItZBrv6TXk4e+jNemkEBRsJEUhd3xsTbJApnPG5Wsl6VznfjIN36Vr08ijdlv/3JYsZNoa2uVToqZgI0UVJhgE1Ukn+bn5umrPNWMrU48tW5uCzqdgIOVOwUaKKkww8NfJ1MNJN6Tk/6COD4UNnzArp8CT69xPth6bgodUGwUbKbowH7zxOq1ZWaA1Ny/mOvejjeBEEikbTcpKazKnWrNsf64/tzVZbSKVSD0bKSutmYNpzc2LLfm5GioT2UDBRspOSz/EW7sETmuChxa6lGqnYCNVI9M8SpTBIMqFLhXEpFwo2EhFyvQhnLzPSxQrKftFtdClVmuWcqIEAak48Q/hoDXT4kvg3HDiXqxeu279emTplszJh6gWumxNwoNIoSnYSMUJ8yFciK0U4qJa6FKrNUs5UbCRitOa9db88rXqcVQLXWq1ZiknCjZSccJ8CBdiK4W4qO65KbnVms28f9XmzTfhhBNg222hbVvo0QOuuAJWtaCHuXgxnH46bL89bLIJdOkCF1wAy5cH1zdzGf69nOY522L2R8zew2w1Zh9j9ihm+6epPxCzCZi9jdlyzFZh9i5m92IWentqcyH2yohC7969XVNTU1F+tlS25Ilz8D6E/R/wQXXyuZJyru1taUZZSWWjxQNNkT5TiuKVV6BfP1izBo47Djp2hClToKkJ+vSBZ57xgkYY770HBxwAS5fC0UfDLrvAq6/C1KleAJs+HbbeGjN7zTnnfcibOWAhMD7gjItxblxCiVlnYDrQALwKvABsAxwD1AHH49w/kp5zJ9AXmAF8CHwD7Az8GNgYGJLycwIo2EjF8H/wxjPNVqxck/ZDuBQ+qMMExrJRbcHm229hjz3grbfgkUfgqKO88nXrvJ7OQw/BqFHQ2BjufP37w1NPwU03wXnnbSi/8EK44Qb4xS/gttuCgs2zOPejUD/DbCJwNHATcAHxAGC2M/AasBbohnOf+p7TFue+DjjXHngB6GtgW5z7JuOPVrCRSlCuH9qtWeut5OQabJ55Bq67zrt6X7kumoF4AAAPJklEQVQSOnWCY46BSy+FLbdMrDt/Powe7fUampuhrg4aGrzew9VXw9Zbe/W++QZuuw3Gj4cFC2D1am9463vf8z7AD8njDvZTpsDBB8OBB8Kzz6a2d6edoHNnrx3Zhhfj9bt08Xo4G/lmOL74Arbbzntdly7FNtusZcHGrC3wOVAD1OPcF0nHrwcuAobh3M1Zz+c9ZyawF7ADzjVnqqo5G6kIhU4DnjizmT6jp9C18bGEXThzVbUZZX/+Mxx6qDc0NHCgNy+x1VZwzTXeUNKKFRvqLlkC++4Ld94Ju+0Gw4bBz34GXbvC3/7mHY879VQ4/3xvWOuUU7y6Bx4Is2fDk0/m93eYMsX7OmBA6rEdd4Tu3WHhQi+QhD3XYYclBhqAzTf3gurKlfBy4DRMPWanY/YrzM5JO/cCWwG1wMcpgcYTb+jB2RsMmHUHegAfA0uy1NZNnVIZCvmhnc+bKVu7hE5ZWrjQCwKbbeb1anbZZcOxs8+GP/0JLrkExo71yh58ED79FG680Qskfl99teHD+bPP4L77YJ99vLmUmsTkCT75JPHx+PHw/vvh292lixfM4ubGLmS6dw+u360bvPOO92+nnTKfO8y5nnrKO1eq7wG3J5SYvQ78DOdm+0qXA98C22C2Gc59mXSeHWNfdyGI2SHA/+DN03QFjowdOQPn1gU3fAMFG6kIhfzQzueKAFW5FcHdd3vDXRddlBhowBsSu/tur8dy882Jk+t1AX/LTTfd8L2ZN9S0ySapvQPYMNQWN3586vBXJn37Jgabzz7zviYP+cXFy/29tHRafq4/AA8B7+DNnewC/BI4DpiC2V7rh7ecW4XZFOBQ4ErgwvVnMdsROCP2qH2aVh4SO3fcf4FTcW5y5l/Oo2E0qQhRpQEHDZflsxdVlVsR/Pvf3td+AXNS7dtDr17w9dfw9tte2VFHeb2gc86BY4/1ejxz5qTODW2xBRx5JLz4Iuy1F1x5pZfJtXJlcDumTfPOEfbftGm5/Z7x9uUjHTzduZy7COdexLmPce5LnGvCuePxAtA2wMVJZ7oAr4czHLOXMPs9ZuOBWXhZbeD1foLa0IhzBmwG7A1MAZ7A7LIwv4J6NlIR8rX9s1+64bL6drXrl7nxa2kvquq2IohfxW+3XfDxeHn8Kr5zZ2+4beRIb97l4Ye98o4d4eKLvSG5uAkTvHmfe+7x7nUB796X446D66+H73wnf79HvLcR/32Sff55Yr1CnctzG3AscGBCqXNvYrYP8BvgMOA8YCkwDrgXLx16acYzO/cVMBP4KWZbAVdh9hTOzcj0NAUbqRj5/tBON1y2SZuNqKutSblHp3nFKvqMnqKVl7OJf2D+97/ehH+y+IS//4O1Z08vkKxdC6+/Dv/6lzfMdv753lDa4MFevbo6LyiNHAmLFsFzz3nDZXff7c3PPP/8hnO2ds6mR6zXHDyPAu++631NNw/jl89zeZbFvm6acsS5BcDpKeVmp8W+yxg0kjwJDGDDfThphQo2ZjYA+CNeytw459zopOObAH8F9gE+AU50zr2fQ4NFSk66YbHPVq3hhhP34rrJc2lesSrSFaMrUq9eXu9k2jQvddhvxQqYNcvrjfTsmfrcNm28BIB99vGy1g48ECZO3BBs/Dp2hJ/+FE46yZsbeuEFL0kgPnfT2jmbfv28OaYnn/TStf3mz/cCR+fOXmZaNgcd5H196invPp3k1Ofp071Aun+6RLMU8YohUuHWi8/Z/D2H58Tf5GuzVcw6Z2NmNcCtwOHArsBJZrZrUrXBwHLn3M7ADcA1OTRWpCRlWvYmvnp0Q31dpCtGV6STT4baWq9nMm9e4rHf/MYbMjr55A3JAa++Ch99lHqeeFm7dt7XZcu8LLRkX33lfWC3aQMbb7yhvLVzNn37egHxuedg0qQN5evWwS9j8+hDhybOs6xZ481Fvfde4rl22slLe37/fbj11sRjV1zh/Q6nnJKcELE3Zqk9F7M9gatjj+5OOrYJXufAX2aYXQkcADyGc9OS6h+Q8jO8Y/sCQ4F1eD2cjML0bPYD5jnn5sfadR/eHahv+uocDYyMff8gcIuZmSvWHaMieRAmU6xq75PJxH/1n2zMGG846sYbvQn/vff27rbv0MHrZbz0ktcLucZ3vXrPPd4HcN++sPPOXhLBe+/Bo496AemCC7x6zc3elX/Pnt55O3b0Atc//+kN2Q0b5t2zki81Nd69P/36eXNCxx3n3Zj6zDMblqsZPjzxOc3NXvs6d04dwhszxuutDRvmnaNnTy94Tp3qDZ9dfTVJhgHHxDLMFgGr8bLRBuCNQv0Fbx7GrxvwPGZPA+/jpTEfiteRmAGcklS/DpiO2dvAv4HFQDugJxDP8BiBc29ne7nCBJuG2C8Stxj4fro6zrm1ZvYZsDXezT7rmdkQYAhAp06dQvxokeIJk3RQlffJZHPXXemP3Xij1xM5+2wvcFx/vbesy8qVXnAYMQJ+9Suor9/wnJNO8lYCePFFL5Nt1Spv9YBBg7z06d139+p16QK//a3XA5k6FT7+2LtRtEcPb/WBQYPy/7t+//swY4bX+3jqKa8H1bkzXH65t0xN2HXRwOvdNDV5z33ySXj8cS9ZYtgw7/xbbZX8jInAFsCeeB/8bfGmMZ4A/oJzk5KfAHwEPI7XizkSWAO8DQwHxgQsOfMVcDnenExfvAw3BzTj9ZpuxbmA7mSqrMvVmNnxQH/n3Bmxxz8D9nPOneerMydWZ3Hs8XuxOp8EnRO0XI1UhnJdJkfKV8LaaGUkTM9mMdDR93gHvJU/g+osNrM2wJbAp4hUuChSrkUqUZhgMwPoZmZd8bpOg4CfJNWZBPwceInYnauar5FqUXX3yYi0QNZgE5uDOReYjDfpdIdzbo552QtNzhsXvB34m5nNw+vRRDA4KiIi5SrUfTbOucfxJpX8ZZf7vv8aOD6/TRMRkUqhtdFERCRyCjYiIhI5BRsREYmcgo2IiEROwUZERCKXdQWByH6w2TI2bNbTUtuQtCROCSjFNoHalatSbFcptgnUrlzko02dnXMd8tGYQipasMkHM2sqtWUbSrFNoHblqhTbVYptArUrF6XYpkLRMJqIiEROwUZERCJX7sFmbLEbEKAU2wRqV65KsV2l2CZQu3JRim0qiLKesxERkfJQ7j0bEREpAyUfbMzseDObY2brzCxtFoeZDTCzuWY2z8wafeVdzewVM3vXzCaY2cbpzpFDm7Yys6dj53zazNoH1DnIzGb5/n1tZgNjx8ab2QLfsb1a26aw7YrV+9b3syf5yvP+WoVtl5ntZWYvxf7W/zGzE33H8vZ6pXuf+I5vEvvd58Veiy6+Y5fGyueaWf+WtqGF7brQzN6MvTbPmFln37HAv2eB2nWqmS3z/fwzfMd+Hvubv2tmPy9gm27wtecdM1vhOxbJa2Vmd5jZUjN7I81xM7ObYm3+j5nt7TsWyetUcpxzJf0Pb6/rHsA0oHeaOjXAe8COeHtqvw7sGjt2PzAo9v1twFl5aNO1QGPs+0bgmiz1t8LbeqFd7PF44LgIXqtQ7QK+TFOe99cqbLuA7kC32PfbA0uA+ny+XpneJ746ZwO3xb4fBEyIfb9rrP4mQNfYeWry9PqEaddBvvfPWfF2Zfp7FqhdpwK3BDx3K2B+7Gv72PftC9GmpPrn4W2LEvVrdSCwN/BGmuNH4G3XbMD+wCtRvk6l+K/kezbOubecc3OzVNsPmOecm++8PbTvA442M8Pbm/vBWL27gIF5aNbRsXOFPedxwBPOuZV5+NmZ5Nqu9SJ8rUK1yzn3jnPu3dj3HwJLgXzfuBb4PsnQ1geBg2OvzdHAfc651c65BcC82PkK0i7n3FTf++dlvB1zoxbm9UqnP/C0c+5T59xy4GlgQBHadBJwbx5+bkbOuefIvDvx0cBfnedloN7MtiO616nklHywCakBWOR7vDhWtjWwwjm3Nqm8tb7jnFsCEPu6bZb6g0h9w18d607fYGab5KFNubSrrZk1mdnL8aE9onutcmkXAGa2H95V63u+4ny8XuneJ4F1Yq/FZ3ivTZjntlSu5x6Md5UcF/T3LGS7jo39bR40s/gW8lG9XqHPGxtq7ApM8RVH9Vplk67dUb6vSkqozdOiZmb/Ar4bcOgy59wjYU4RUOYylLeqTWGe7zvPdsAeeDudxl0K/BfvA3Us8EvgygK2q5Nz7kMz2xGYYmazgc8D6oVOVczz6/U34OfOuXWx4ha/XsmnDyhL/h3z/l4KIfS5zexkoDfQ11ec8vd0zr0X9PwI2vUocK9zbrWZDcXrFfYL+dyo2hQ3CHjQOfetryyq1yqbYryvSkpJBBvn3CGtPMVioKPv8Q7Ah3hrENWbWZvYVWq8vFVtMrOPzGw759yS2Ifj0gynOgH4h3Nuje/cS2LfrjazO4GLw7QpX+2KDVPhnJtvZtOAXsBDtPC1yle7zGwL4DHg17Ghhvi5W/x6JUn3Pgmqs9jM2gBb4g2PhHluS4U6t5kdghe8+zrnVsfL0/w98/EBmrVdzrlPfA//Alzje+6Pkp47rRBt8hkEnOMviPC1yiZdu6N6nUpOpQyjzQC6mZdNtTHem2yS82bgpuLNmQD8HAjTU8pmUuxcYc6ZMmYc+8CNz5MMBAIzWKJol5m1jw9Dmdk2QB/gzQhfq7Dt2hj4B9649gNJx/L1egW+TzK09ThgSuy1mQQMMi9brSvQDXi1he3IuV1m1gv4M3CUc26przzw71nAdm3ne3gU8Fbs+8nAYbH2tQcOI7F3H1mbYu3qgTfh/pKvLMrXKptJwCmxrLT9gc9iF1FRvU6lp9gZCtn+Af8PL/qvBj4CJsfKtwce99U7AngH7yrlMl/5jngfCvOAB4BN8tCmrYFngHdjX7eKlfcGxvnqdQGagY2Snj8FmI33oXk3sFmeXqus7QIOiP3s12NfB0f5WuXQrpOBNcAs37+98v16Bb1P8Ibkjop93zb2u8+LvRY7+p57Wex5c4HD8/w+z9auf8Xe//HXZlK2v2eB2jUKmBP7+VOBXXzPPT32Os4DTitUm2KPRwKjk54X2WuFd0G5JPYeXow3rzYUGBo7bsCtsTbPxpdZG9XrVGr/tIKAiIhErlKG0UREpIQp2IiISOQUbEREJHIKNiIiEjkFGxERiZyCjYiIRE7BRkREIqdgIyIikfv/0mTFO/tyroEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XmYVNW19/HvAhpo4tA4a8ukQRRHtDVeySuKA2gS8KqJmGiiosQR5wjRKHqvitEbHCIqKiHRKBjjJThCIhIjjk1AvWhAnGKjAio4gdDAfv/YVXBqPtVdp6b+fZ6Hp7v22XV6dXVR6+zh7G3OOURERKLUrtQBiIhI9VOyERGRyCnZiIhI5JRsREQkcko2IiISOSUbERGJnJKNiIhETslGREQip2QjIiKR61CqH7zVVlu5nj17lurHi4hUpDlz5nzinNu61HHkK2eyMbOJwPeBpc65PdIc/wlwWezhV8BZzrlXc523Z8+eNDY25hmuiEjbZmbvlzqGlgjTjTYJGJzl+LvAAOfcXsB/ARMKEJeIiFSRnC0b59yzZtYzy/HnAw9fBHZsfVgiIlJNCj1BYDjwZIHPKSIiFa5gEwTM7FB8svluljojgBEA3bt3L9SPFhGRMleQlo2Z7QXcAwx1zn2aqZ5zboJzrsE517D11hU3mUJERFqo1cnGzLoDjwAnO+cWtj4kERGpNmGmPj8IHAJsZWZNwFVADYBz7k7gSmBLYLyZAax1zjVEFbCIiFSeMLPRTsxx/HTg9IJFJCIiVadkKwgUytS5i7lx+gI+XLGKHepquXRQH47pV1/qsEREJKCik83UuYsZ/cjrrGpeB8DiFasY/cjrAEo4IiJlpKIX4rxx+oINiSZuVfM6bpy+oEQRiYhIOhWdbD5csSqvchERKY2KTjY71NXmVS4iIqVR0cnm0kF9qK1pn1BWW9OeSwf1KVFEIiKSTkVPEIhPAtBsNBEpN5opm6iikw34hNOW/4AiUn40UzZVRXejiYiUI82UTaVkIyJSYJopm0rJRkSkwDRTNpWSjYhIgWmmbKqKnyAgIlJuNFM2VVUlG001FJFyoZmyiaom2WiqoYhI+aqaMRtNNRQRKV9Vk2w01VBEpHxVTbLRVEMRkfJVNclGUw1FRMpX1UwQ0FRDESkFzYINp2qSDWiqoYgUl2bBhle53WjOwcKFpY5CRNowzYINrzJbNu+/DyNGwAsvwPz50K1bShU1bUUkapoFG15ltWzWr4c77oA99oAZM+DLL+HnP/etnIB403bxilU4NjZtp85dXJq4RaQqhZ0FO3XuYvqPnUmvUY/Tf+zMNvlZVFnJ5qab4Oyz4auvNpY9+SRz/vvWhGrZmrb6o4tIoYSZBauLXy9nsjGziWa21Mz+L8NxM7NbzWyRmb1mZvsWPsyYESNYtdW2KcXfvu4Knpzxzw2PMzVh43/ktv5HF5HCOKZfPdcfuyf1dbUYUF9Xy/XH7pnQZa9xHS9My2YSMDjL8aOA3rF/I4A7Wh9WBnV1jDnq3JTizb/5ii4Xnb+hOy1T07a9mf7oIlJQx/SrZ/aogbw79nvMHjUwZWxY4zpezmTjnHsW+CxLlaHAH5z3IlBnZtsXKsBkD+3Qj6l9B6SUD5j/HDz8MJC5absuaWwnrq390UWkeLS6iVeIMZt64IPA46ZYWSR2qKvl6sNG8EmXzVMPnnMOfPJJxqZtvf7oIlJkWt3EK8TUZ0tTlrYJYWYj8F1tdO/evUU/7NJBfRj9yBquPOIsxv9lbOLBZcvg/PPhj3/MeINn8AYsaJt/dBEpHq1u4hUi2TQBwRtddgQ+TFfROTcBmADQ0NCQvk8rhw1/uC41PPXm3xm88IXECg88ACecAEOGZH5uG/+ji0hxaXUTMJdhHCOhkllP4DHn3B5pjn0POBc4GvgOcKtz7oBc52xoaHCNjY35xpvo44+hb19YvjyxfPvt4Y03oK6udecXESkzZjbHOddQ6jjyFWbq84PAC0AfM2sys+FmdqaZnRmr8gTwDrAIuBs4O7Jok223Hdx8c2r5Rx/BJZcULQwREckuVMsmCgVp2YCf7vy978GTT6Yemz4djjyy9T9DRKRMVG3LpuyZwV13waabph4bMcIvaSMiIiVV+ckG/EKcN96YWv7++zB6dPHjEZE2ScthZVYdyQbgjDPg0ENTy2+/HZ59tvjxiEibojXQsqueZNOuHdx9N3Tpknps+HBYubL4MYlIm6E10LKrnmQDsPPOcN11qeWLFsFVVxU/HhFpM7QGWnbVlWwAzj0XDjoopXjd//yG//zpb9SPKiKR0Bpo2VVfsmnfHu69Fzp1Six267nhiVtY9skX6kcVkYLTGmjZVV+yAdh1VxgzJqV4l0//zbnPT1Y/qogUXJi9bdqyyr+pM5O1a+HAA2HOnMRia8fQn43jjW135t2x34vu54uIREA3dZabDh1g4kTWtkts1nZw6/n1E7fQbdOaEgUmIpVO99Pkr3qTDcBee7Ho9JEpxbsvfYc7P5pZgoBEpNLpfpqWqe5kA+x621g+/3bqAF3fu8f5laFFRPKg+2lapuqTDR07svkD9/mbPoPWrIHTToN169I/T0QkDd1P0zLVn2wA9t8//ZYDL70Et9xS/HhEpGLpfpqWaRvJBvxU6N69U8svv9yvMCAikiTdRADdT9My1Tv1OZ3nnoODD/Z74AQNGAAzZ6Z2tYlImzB17uIN28VvXluDGSxf2YwBwU+L2pr2XH/snkDptpev1KnPbSvZAIwcCbfdllo+fjycdVbx4xGRkorPLkse9M+kvq6W2aMGRhxVZpWabDqUOoCiu+46ePRReO+9xPJf/AKOPhp69Eh7lbNiZXPRr2BEJHrpZpdlo4kALdP2+o022cRvRZDsq69gxAim/rMpYQ79ilXNLF/ZrPn0IlUq3+ShiQAt0/aSDcDhh8Ppp6eWz5jB/OtuzXqVo/n0ItUln+Rh+ItOrRqQv7aZbABuugnqU7vDzn1sPNt8+WnWp6oZLVI90s0uC7LA1/gIt3o58td2k83mm8Odd6YWr/6aa2eMT52xFqBmtEj1SF6tua62hq5dajas3DzuhH2or6sl+RNBvRz5aXsTBIK+/3046SS4//6E4iMWvcSQN59lWt8BKU/RfHqR6nNMv/qsE38unDIvbbl6OcJruy0b/JTHo3oeyydd6lKOXT1zAluu/DzlKkf7U4i0PVo1oPXabMtm49z6jvzqiDO54y9jE453/fpz5iydBrdOLlGEIlIuLh3UJ+VeHPVy5CdUy8bMBpvZAjNbZGaj0hzvbmbPmNlcM3vNzI4ufKiFFZxb/+Su3+WJXQ5KrTRlCkydWuTIRKTcaBfO1su5goCZtQcWAkcATcArwInOuTcCdSYAc51zd5hZX+AJ51zPbOct2QoCMb1GPZ4w4Lf1V8uZce/ZdP3my8SK223ntyLo2rWo8YlI4QVv2K7Um7QrdQWBMC2bA4BFzrl3nHNrgMnA0KQ6Dtgs9v3mwIeFCzEayX2tyzbpytWHj0it+PHHcNFFRYpKRKKiTc9KK0yyqQc+CDxuipUFjQFOMrMm4AngvHQnMrMRZtZoZo3Lli1rQbiFk25u/dS+hzBzpzQXDJMmwVNPFScwEYlEpk3PLpgyTzdpFkGYZGNpypL73k4EJjnndgSOBu4zs5RzO+cmOOcanHMNW2+9df7RFlCwD3YDM3456Fy+6Ngl9QkjRsAXX2x4qD3IRSpLtmnKauVEL0yyaQK6BR7vSGo32XDgIQDn3AtAZ2CrQgQYpWP61TN71MCEhPPxZltx3aGnpVb+4AMY5edGqDkuUnlyTVPWTZrRCpNsXgF6m1kvM+sIDAOmJdX5N3AYgJnthk82pe0ny0Nyl9rkvQfxQs99UivecQfMmqU9yEUqUK5laUA3aUYpZ7Jxzq0FzgWmA28CDznn5pvZNWY2JFbtYuAMM3sVeBA4xZVqo5wWSJnW2LULX942Hrqk6U4bPpzlS5enPY/eqCLlK23XeRLdpBmdtrd5Wj5uvRXOPz+leHL/4xj13VNTyku9qZKIhJNuw7T4LpzlPhW6mqc+t13nngv9+6cUn/D8Ixy4ZGFCme4mFqkcukmz+NSyyWXBAth7b1i9OqH4i169GXLarbz/1bqKvTlMRCpPpbZs2uzaaKH16QPXXAOXXZZQvNm7bzFr1T9g7LUlCkxEpHKoGy2Miy6ChjQXEjfcAHPnFj8eEZEKo2QTRocOMHEi1NQklq9bB6eeCs3NpYlLRKRCKNmEteeecPnlqeWvvupbOCIikpGSTT5Gj/ZJJ9k118D8+cWPR0SkQijZ5KNjR/jd76B90l3Izc1w2mm+W01ERFIo2eRrv/3g0ktTy19+GW6+ufjxiIhUACWblrjqKj8lOtkVV8BbbxU/HhGRMqdk0xKdO8O994Il7b7wzTfMO/I4ps75IP3zRETaKCWbPCTsYfOP1bw9LHUrgn3ee53Xrxir7QZERAKUbEJKt4fND7t9n6au26XUvejpidw3+e/FD1JEpEwp2YSUbg+bz6yGSwel7oD9reZvuOChm6BydlkQqUjaMbdyKNmElGmvmhd67M0Dew9OKf9/783106RFJBLaMbeyKNmElGlTpbraGsYdcTofbppmF+yLLoLFeuOLRCHsjrlq/ZQHJZuQ0m0pW1vTnjFDdufyHx/Ib469KPVJn38OZ52l7jSRCGTqbQiWq/VTPpRsQsq22dIx/eq5adJoOPnk1Cc++ihMnlz0eEWqXabehmB52NaPRE/72eQhnlgyuvlmmDEDlixJLD/vPDjsMNhmm2gDFGlDLh3UJ+3WzsEdc8O0fqQ41LIppC22gPHjU8s//dQnHBEpmOTehrraGjrXtOPCKfM2jM2Eaf1IcSjZFNqxx8Lxx6eWP/QQPPJI8eMRqWLH9Ktn9qiBjDthH1avXc/ylc0JYzOH7rp12rHWYOtHikPJJgq//a1v5SQ7+2z47LPixyNS5TKNzTzzr2UZx1qluDRmE4Vtt4Vbb4WTTkosX7LET4eeNKkkYYlUq2xjMznHWqUo1LKJyo9/DN//fmr5738PTz5Z/HhEKkw+98dobKb8mQtxD4iZDQZuAdoD9zjnxqap8yNgDOCAV51zP852zoaGBtfY2NiSmCvGU9Mb+e7QQ9hk9deJB3bc0e/sudlmpQlMpMzF749Jnml2/bF+p9wbpy/gwxWr2KGudsP4S3J9w38Y1cfqVEvrxszmOOcaSh1HvnK2bMysPXA7cBTQFzjRzPom1ekNjAb6O+d2By6IINaKMnXuYi587hOuOXR46sGmJt499eziByVSITKNwYyZNj/tTZrAhrEZ2JhoQDdylosw3WgHAIucc+8459YAk4GhSXXOAG53zi0HcM4tLWyYlSf+n+WhvY7gHz32STne65E/8tyEh0oQmUj5yzQGs2JVc8abNOMz0+rraknur9GNnKUXJtnUA8HdwJpiZUG7ALuY2WwzezHW7dambfjPYsboo87j65rOKXV6jb4Avv46pVykrct3rCWYnHQjZ3kKk2wsTVnyhUMHoDdwCHAicI+Z1aWcyGyEmTWaWeOyZcvyjbUixAc1gy9Q0+bbMvaQU1Lq1n/2kd9KWkQSZFqLsGuXmrT1g8lJkwXKU5hk0wR0CzzeEfgwTZ2/OOeanXPvAgvwySeBc26Cc67BOdew9dZbtzTmshVc9C/Z/f2O5qUdd0990i23wPPPFyE6kcqRaS3Cq36we86bNDMlKt3IWVph7rN5BehtZr2AxcAwIHmm2VR8i2aSmW2F71Z7p5CBVoJ0g5obWDsuO2okT/3uPDqvXbOx3Dk47TSYNw86p3a1ibRV2e6PSZ6NFqwX/z5bHSm+nMnGObfWzM4FpuOnPk90zs03s2uARufctNixI83sDWAdcKlz7tMoAy9HmfqEDRh3wj7cOL2W33z3JH45a2JihQUL4Oqr4frrow9SpMKFuUlTN3KWn1D32UShGu+z6T92ZtoutPq6WmaPGugfrFsHBx0EL7+cWKl9e3jpJdhvvyJEKiKVqmrvs5HwQvUVt28PEydCTdJA57p1vjttzRpERKqNkk0BZdtgLcHuu8OVV6ae4LXX1JUmIlVJ3Wil0twM++8Pr76aWF5TA//8J+yxR2niEpGypm40yU9Nje9Oa5/Y7UZzs+9OW7u2NHGJiERAyaaU9t0XLrsstfyVV2DcuOLHIyISESWbUvvVr/iiV8r9r35MZ+HC4scjIhIBJZsSm/rmp4wYcBbrk1cF+uYbGD4c1q8vTWAiIgWkZFNiN05fwIvb7sLEhiGpB597DsaPL35QIiIFpmRTYvFVB246+GTeq9s+tcKoUfDuu0WOSkSksJRsSiy+Eu03NZ0ZddR5qRW+/hrOOMOvoSYiUqGUbEosuOrAi9334r5+R6dWevppuPfeIkcmUhzxbTl6jXqc/mNnakfNKqVkU2LJqw78YehZrNwuzQKCF18MTU1Fj08kSsFtOYLbPCvhVJ8wWwxIBKbOXZx5CfQD74XBSZudfvEFnHUWTJsGlm4/O5HKk25bjuA2z1I91LIpgZxXc4MGwSmnpD7xscfggQeKGapIpLSFc9uhZFMC2a7mNvjNb2C77VKfPHIkLFmS9rzq+5ZKE3YLZ723K5+STQmEuprr2hXuvDO10mefwbnnphSr71sqUZhtOfTerg5KNiUQ9mqOoUPhhBNSKz78MPz5zwlFoVpLImUmzLYcem9XB00QKIFLB/Vh9COvJ/wHStlkLe622/zU508+SSw/5xw45BDYcktAfd9SuXJt4az3dnVQy6YEwm6yNnXuYvrf+zrn/cepqSdZsgQuvHDDw9CtJZEKo/d2dVCyKZFj+tUze9RA3h37PWaPGpg20cT7qR/d7WD++u3vpJ7kvvvg8ceBkFtSi1Qgvberg5JNmUropzbj8iPP5otO30qt+POfw+efh9+SWqTC6L1dHbQtdJmJ3+y5OE1/9A9f+ys3PnlL6pNGjIC77ipCdCLRynqzswDaFloKINh1ls6f9jycl3qneY9NmOAnEYhUME1xrm5KNmUk3RTPIDPjosPOZmXHNAOjZ5wBX30VYXQi0dIU5+qmZFNGsk3lNPBXe5tvw3UDTkmt8O67cPnlOX+G7sSWQsj3fRSmvqY4V7dQycbMBpvZAjNbZGajstQ73sycmVVcf2I5yDSVs70ZwZG1P/Y7ipe67ZFa8bbb/O6eGaibQgoh3/dRuvoXTplHz6TEoynO1S1nsjGz9sDtwFFAX+BEM+ubpt6mwEjgpUIH2VZkmuK5LmkSh7N2/OKokazq0CnxBM7B8OGwKv2VoLoppDXirZMLpszL632U7n0Xf0cHE5WmOFe3MC2bA4BFzrl3nHNrgMnA0DT1/gv4NfBNAeNrUzJN8axPc2X3ftcduPvINDd7LlwIY8akPb+6KaSlck1egZa/v4JbCmiKc/UKs1xNPfBB4HETkHCHoZn1A7o55x4zs0sKGF+bk2npjnTL23S/ejR8OhdeSmpM3nQTHH887L9/QvEOdbVpPyzUTSG55Jq8Atm7wbIlKdiYkHItXSOVK0zLJt1OXRv6dcysHTAOuDjnicxGmFmjmTUuW7YsfJRtXMYrvobuMHEidOyY+IT16+HUU2HNmoRidVNIS+VqnWR7H6V73yXTBU/1C9OyaQK6BR7vCHwYeLwpsAcwy/wOktsB08xsiHMu4a5N59wEYAL4mzpbEXebk/GKr29fuPJKuOKKxPL58+G66xK61OLPT3fTnG6mk2yytU7qc7xfgu+7xStWbZhZGacLnrYh5woCZtYBWAgcBiwGXgF+7Jybn6H+LOCS5ESTTCsIFFBzMxxwAMybl1jeoQPMmQN77ZX16fH++ORuOvWXt03pLjwgfVduS94jurBpnUpdQSDUcjVmdjRwM9AemOicu9bMrgEanXPTkurOQsmm+ObN82M0a9cmlu+7rx/T6ZC5Edt/7My0V631dbXMHjWw0JFKGct24QHpW8VSXFWdbKKgZBOBX/0K/vu/U8sbGqBbN+jcGWzjENwHy1fy5odfsrJ5bepzYo7ZRx8mbcmM+Usyvh+61HRgtx02pVvXLkWOqgp961t+makWULLJk5JNBFav9i2ZN94odSQikk3Xrn6L9xao1GSj5WqqSadOfnZaO/1ZRaS86FOp2nznOwk7eIqIlIMwU5+lzOSczXPttdDUBFOmlC5IEZEAJZsKkzxbKL62FGy8n4FOnWDyZLjlFvj3v2HFCv8vcJNn43ufMeWVD1izbv2Gso7t23HC/t1o6LlF8X4hKZnG9z7j8dc+YvnKNXTt0pHv7bV9wt9e75EIJd+I3QYo2VSYbItppkxD3XZb2HZb3xKak9QS+kk9TWlaSA2aytomTJ27mNH/ep1VvXbaUDb5m/Zc33fjfTMNkPd7JNjq3ry2BjNYsbJZU6VFs9EqTa9Rj5PpL5buTm7dsCnpRHFvVbr3WpDed4Wh2WhSFNnWkEq3r4i2FZB0olgBPNdinXrftW1KNhUm16KGyf+hta2ApBPFRmVh3lN637VdSjYVJrgCdCbB/9DF2P1QW01XnihWAA/zntLqzm2Xkk0FOqZfPbNHDcyYcIL/oaPeVkBbTVemQm5UFr/YiK/onIlWd27bNButgl06qE/awf/gf+hs2woUQl6z46TkCr3icvKkAAcbthCo02w0CVCyqWBhE0mUux9qTKh85Eokoe7RylO6iw2HVgyXVEo2Fa7U2+hqq+nyECaRRNEK1cWGhKUxmypVrEF7bTVdHsJMcY8iMRRjAopUByWbKlTMQftCDjRLy4VJJFEkBl1sSFjqRqtCUQ3aZxoTyNSVp+1/iydMd2aYCSX5inoCilQPJZsqFEV3Sb6Dy1EMRktmpZyZWOpxQ6kMSjZVKIpB+7CtpXhrJt3PX9W8jgumzOPG6QsyfsipNdQy5TAzUSQbJZsqFEV3SZjWUq6FGOMytXLUGmodJRIpZ5ogUIWiGLQPM7icayHGoHSLMmrRUJHqpZZNlSr0VW6Y1lK+Y0LJ9XXPhkj1UstGQgnTWsp3TCi5vu7ZEKleatlIaLlaS5laP8ftV8+f5yzOOYYUxVhTW6UdM6XcKNlIi2SbNZauvKHHFqFmSmV6flvU0pl5yRMtVqxq3nBMky6kVEJtC21mg4FbgPbAPc65sUnHLwJOB9YCy4DTnHPvZzuntoWuXNpqOnqteY0zbfkcpIUyK1fVbgttZu2B24GjgL7AiWbWN6naXKDBObcX8DDw60IHKuVDs8ai15rXWDtmSjkKM0HgAGCRc+4d59waYDIwNFjBOfeMc25l7OGLwI6FDVPKiWaNRa81r7F2zJRyFCbZ1AMfBB43xcoyGQ482ZqgpLwVYtZYmFWp2/J20615jdMtjhmkSRdSCmEmCKTb6TXtQI+ZnQQ0AAMyHB8BjADo3r17yBCllNINUrd21liYlQJKuZpAa5bMKdRyO615jZMnWmg2mpSDnBMEzOw/gDHOuUGxx6MBnHPXJ9U7HLgNGOCcW5rrB2uCQPkKrm8W3+I3Lj5IDS2fNZZpADs4aB2mThRaMzBf6IkTmRJXFOvHaU26ylGpEwTCtGxeAXqbWS9gMTAM+HGwgpn1A+4CBodJNFK+0u0pHxQfpJ49amCkuzuWalyoNdszFGJrh1wJ5oIp8xIuAArR4tOadFIMOZONc26tmZ0LTMdPfZ7onJtvZtcAjc65acCNwCbAn8wM4N/OuSERxi0RCbO+WWs/8MOsSl3IlavzuWpvTZLL57npYgLSfug3vv9Zwk2xmS4AWpoYotr/SCQo1E2dzrkngCeSyq4MfH94geOSEinUbKds0o1HGP7Dtf/YmRnHhZLrhOlSyveqvTVJLuxzM8XUuaZd2g/9B1/6gHU5urtbcwGg2YVSDFobTRLk+lAtxEym4DprQMZuoVx1rpj6es7tr/O9X6U12xyHfW6mmJavbCadXIkGWncBoDXppBiUbCRBug/M+HTEQmxVEHdMv3pmjxpIfV1t1m6hbHUefOmDnIkk36v21mzPkPzcutoaOte048Ip8xKmbufbYmhv6SaEbtTaC4DWJFiRsLQ2miQo9vpkrZkskOmKP1i/Jd1imRYcDTP2E39utu67TDHV1daweu36UAuZxlt69QX4+2hNOikGJRtJUcwdH1szWSDbOeMKtZJ0vmM/2brvMsU0ZsjuG57bkoVMW0O7fErUlGykpMIkg3R1Mkl+bqGu2vOdsZWtxZYrpnTnUzKQSqdkIyUVJhkE62Rr4WTqUgp+UMe7wi6cMi+vxJPv2E+uFpuSh7Q1SjZScmE+eON1WrOyQGtuXsx37EcbwYkk0mw0qSitmTnVmmX78/25rZnVJlKN1LKRitKaMZjW3LzYkp+rrjKRjZRspOK09EO8tUvgtCZ5aKFLaeuUbKTNyDaOEmUyiHKhSyUxqRRKNlKVsn0IJ+/zEsVKykFRLXSp1ZqlkmiCgFSd+IdwujXT4kvgjDthH1avXb9hPbJMS+YUQlQLXbZmwoNIsSnZSNUJ8yFcjK0U4qJa6FKrNUslUbKRqtOa9daCCrXqcVQLXWq1ZqkkSjZSdcJ8CBdjK4W4qO65KbvVms38v7bmjTfgRz+CbbaBzp2hTx+46ipY1YIWZlMTnHYa7LADdOoEPXvCBRfA8uXp65u5LP9ezPCcbTC7BbO3MVuN2SeYPYrZgWnqGmaDMbsNs3mYLcfsG8wWYHYzZtuG/dXMhdgrIwoNDQ2usbGxJD9bqlvywDn4D+HgB3y6OoVcSTnfeFs6o6ysZqPFE02JPlNK4qWXYOBAaG6G44+Hbt1g5kxobIT+/eHpp33SCOPtt+Ggg2DpUhg6FHbdFV5+GZ55xiew2bNhyy0xsznOuQbAJxt4H5iU5oxNOHdPQolZD2A2UA+8DDwHbAUcC9QCP8S5/w3U7wysAtYAzwKv4ndsHgjsBSwB/h/OvZXr11OykaoR/OCNzzRbsbI544dwOXxQh0mMFaOtJZt162DPPeHNN+Evf4EhQ3z5+vW+pfPnP8P118OoUeHON2gQzJgBt94K5523sfyii2DcOPj5z+HOO9Mlm7/j3CGhfobZVGAocCtwAfEEYPZtYA6wFuiNc5/Xv63MAAAPJUlEQVTFymuAXwDjcW554DztgPHAz4HHcO4HOX+0ko1Ug0r90G7NWm9lJ99k8/TTcOON/up95Uro3h2OPRZGj4bNN0+s+847MHasbzUsXgy1tVBf71sP114LW27p661ZA3feCZMmwbvvwurVvntr7739B/jhBdzBfuZMOOwwOPhg+PvfU+PdeWfo0cPHkat7MV6/Z0/fwmkXGOH48kvYfnv/ui5dim2yScuSjW+lfIFvmdTh3JdJx28CLgZG4txtIc63A7AY+ArnNs1VXWM2UhWKPQ146tzF9B87k16jHk/YhTNfbXZG2V13wRFH+K6hY47x4xJbbAE33OC7klas2Fj3o49g//3hd7+D3XeHkSPh5JOhVy+47z5/PO6UU+D883231k9/6usefDC8/jo89VRhf4eZM/3XwYNTj+20E+yyC7z/vk8kYc915JGJiQZg0019Ul25El5MOwxTh9lpmP0Ss3PSjr14WwA1wCcpicaLB3pY7oAB37UGvjWUk27qlKpQzA/tQt5M2doldCrS++/7JLDJJr5Vs+uuG4+dfTbccQf84hcwYYIve/hh+OwzuPlmn0iCvv5644fz55/D5Mmw335+LKV94uQJPv008fGkSfDee+Hj7tnTJ7O4BbELmV12SV+/d29YuND/23nn7OcOc64ZM/y5Uu0N3JtQYvYqcDLOvR4oXQ6sA7bCbBOc+yrpPDvFvu5KOMNjX0NlcSUbqQrF/NAu5IoAbXIrgvvv991dF1+cmGjAd4ndf79vsdx2W+Lgem2av+W3vrXxezPf1dSpU2rrADZ2tcVNmpTa/ZXNgAGJyebzz/3X5C6/uHh5sJWWScvP9Rvgz8BC4Bt8orgMOB6Yidk+OOeb3c6twmwmcARwDXDRhrOY7QScHnvUNWe8ZvsDVwFfAlfkrI+60aRKRDUNOF13WSFbUW1yK4J//tN/HZhmTKprV+jXD775Bv71L182ZIhvBZ1zDhx3nG/xzJ+fOja02Wbwgx/A88/DPvvANdf4mVwrV6aPY9Ysf46w/2bNyu/3jMdXiOngmc7l3MU49zzOfYJzX+FcI879EJ+AtgIuSTrTBfgWzoWYvYDZ/2A2CZiHn9UGvvWTmdkuwKP4LrmTcO7tML+CWjZSFQq1/XNQpu6yui41G5a5CWppK6rNbUUQv4rffvv0x+Pl8av4Hj18d9uYMX7c5ZFHfHm3bnDJJb5LLm7KFD/u88AD/l4X8Pe+HH883HQTbBv6tpDc4q2N+O+T7IsvEusV61zencBxwMEJpc69gdl+wK+AI4HzgKXAPcCD+OnQSzOe1aw38Ax+/GcYzk0LG5CSjVSNQn9oZ+ou69ShHbU17VPu0Vm8YhX9x87Uysu5xD8wP/7YD/gniw/4Bz9Yd9vNJ5K1a+HVV+Fvf/PdbOef77vShseGD2prfVIaMwY++ACefdZ3l91/vx+f+cc/Np6ztWM2fWKt5vTjKPBW7NaTTOMwQYU8l7cs9vVbKUecexc4LaXc7NTYd6+kPaPZbsDTwJb4+3H+EjYYCJlszGwwcAt+ytw9zrmxScc7AX8A9gM+BU5wzr2XTyAi5SZTt9jnq5oZd8I+3Dh9AYtXrIp0xeiq1K+fb53MmuWnDgetWAHz5vnWyG67pT63Qwc/AWC//fystYMPhqlTNyaboG7d4Cc/gRNP9GNDzz3nJwnEx25aO2YzcKAfY3rqKT9dO+idd3zi6NHDz0zL5dBD/dcZM/x9OslTn2fP9on0wEwTzVLEK4aYCrdBfMzmjylHzPYE/gZsDhyHc4/lcV4gxJiNmbUHbgeOAvoCJ5pZ36Rqw4HlzrlvA+OAG/INRKTcZFv2Jr56dH1dbaQrRlelk06CmhrfMlm0KPHYr37lu4xOOmnj5ICXX4YlS1LPEy/r0sV/XbbMz0JL9vXX/gO7Qwfo2HFjeWvHbAYM8Anx2WdhWqA3af16uOwy//2ZZyaOszQ3+7Got5OGOXbe2U97fu89uP32xGNXXeV/h5/+NHlCxL6YpbZczPYCro09uj/pWCd84yBYZphdAxwEPI5zs5KO74PvOtsUGNqSRAPhWjYHAIucc+/E4pqMvwP1jUCdocCY2PcPA781M3OlumNUpADCzBRrs/fJZBO8+k82frzvjrr5Zj/gv+++/m77rbf2rYwXXvCtkBsC16sPPOA/gAcMgG9/208iePttePRRn5AuuMDXW7zYX/nvtps/b7duPnE99pjvshs50t+zUijt2/t7fwYO9GNCxx/vb0x9+umNy9VceGHicxYv9vH16JHahTd+vG+tjRzpz7Hbbj55PvOM7z679lqSjASOjc0w+wBYjZ+NNhjfC3U3fhwmqDfwD8z+CrwHdMTPTuuL7z77aUJts674rrMtYl//A7P/SPNq3IxzWafdhUk29bFfJK4J+E6mOs65tWb2Ob5f75PEuG0EMAKge/fuIX60SOmEmXTQJu+TyeX3v8987OabfUvk7LN94rjpJr+sy8qVPjlcein88pdQV7fxOSee6FcCeP55P5Nt1Sq/esCwYX769B57+Ho9e8LVV/sWyDPPwCef+BtF+/Txqw8MG1b43/U734FXXvGtjxkzfAuqRw+48kq/TE3YddHAt24aG/1zn3oKnnjCT5YYOdKff4stkp8xFdgMv0bZQKAzfhjjSeDuDIP3S4An8K2YHwDNwL+AC/FL0qxJqr85PtGAv9kz0w2fk4CsySbncjVm9kNgkHPu9Njjk4EDnHPnBerMj9Vpij1+O1bn03TnBC1XI9WhUpfJkcqVsDZaBQnTsmkCugUe7wh8mKFOk5l1wGfDzwoSoUgZi2LKtUg1CpNsXgF6m1kv/KJrw4AfJ9WZBvwMeIHYnasar5G2os3dJyPSAjmTTWwM5lxgOn7QaaJzbr752QuNzvcL3gvcZ2aL8C2aCDpHRUSkUoW6z8Y59wR+UClYdmXg+2+AHxY2NBERqRZaG01ERCKnZCMiIpFTshERkcgp2YiISOSUbEREJHI5VxCI7AebLWPjZj0ttRVJS+KUgXKMCRRXvsoxrnKMCRRXPgoRUw/n3NaFCKaYSpZsCsHMGstt2YZyjAkUV77KMa5yjAkUVz7KMaZiUTeaiIhETslGREQiV+nJZkKpA0ijHGMCxZWvcoyrHGMCxZWPcoypKCp6zEZERCpDpbdsRESkApR9sjGzH5rZfDNbb2YZZ3GY2WAzW2Bmi8xsVKC8l5m9ZGZvmdkUM+uY6Rx5xLSFmf01ds6/mt86NbnOoWY2L/DvGzM7JnZskpm9Gzi2T2tjChtXrN66wM+eFigv+GsVNi4z28fMXoj9rV8zsxMCxwr2emV6nwSOd4r97otir0XPwLHRsfIFZjaopTG0MK6LzOyN2GvztJn1CBxL+/csUlynmNmywM8/PXDsZ7G/+Vtm9rMixjQuEM9CM1sROBbJa2VmE81sqZn9X4bjZma3xmJ+zcz2DRyL5HUqO865sv4H7Ab0AWYBDRnqtAfeBnbC76n9KtA3duwhYFjs+zuBswoQ06+BUbHvRwE35Ki/BX7rhS6xx5OA4yN4rULFBXyVobzgr1XYuIBdgN6x73cAPgLqCvl6ZXufBOqcDdwZ+34YMCX2fd9Y/U5Ar9h52hfo9QkT16GB989Z8biy/T2LFNcpwG/TPHcL4J3Y166x77sWI6ak+ufht0WJ+rU6GNgX+L8Mx4/Gb9dswIHAS1G+TuX4r+xbNs65N51zC3JUOwBY5Jx7x/k9tCcDQ83M8HtzPxyr93vgmAKENTR2rrDnPB540jm3sgA/O5t849ogwtcqVFzOuYXOubdi338ILAUKfeNa2vdJllgfBg6LvTZDgcnOudXOuXeBRbHzFSUu59wzgffPi/gdc6MW5vXKZBDwV+fcZ8655cBfgcEliOlE4MEC/NysnHPPkn134qHAH5z3IlBnZtsT3etUdso+2YRUD3wQeNwUK9sSWOGcW5tU3lrbOuc+Aoh93SZH/WGkvuGvjTWnx5lZpwLElE9cnc2s0cxejHftEd1rlU9cAJjZAfir1rcDxYV4vTK9T9LWib0Wn+NfmzDPbal8zz0cf5Ucl+7vWcy4jov9bR42s/gW8lG9XqHPG+tq7AXMDBRH9VrlkinuKN9XZSXU5mlRM7O/AdulOXS5c+4vYU6RpsxlKW9VTGGeHzjP9sCe+J1O40YDH+M/UCcAlwHXFDGu7s65D81sJ2Cmmb0OfJGmXuipigV+ve4DfuacWx8rbvHrlXz6NGXJv2PB30shhD63mZ0ENAADAsUpf0/n3Nvpnh9BXI8CDzrnVpvZmfhW4cCQz40qprhhwMPOuXWBsqheq1xK8b4qK2WRbJxzh7fyFE1At8DjHYEP8WsQ1ZlZh9hVary8VTGZ2RIz294591Hsw3FpllP9CPhf51xz4Nwfxb5dbWa/Ay4JE1Oh4op1U+Gce8fMZgH9gD/TwteqUHGZ2WbA48AVsa6G+Llb/HolyfQ+SVenycw6AJvju0fCPLelQp3bzA7HJ+8BzrnV8fIMf89CfIDmjMs592ng4d3ADYHnHpL03FnFiClgGHBOsCDC1yqXTHFH9TqVnWrpRnsF6G1+NlVH/JtsmvMjcM/gx0wAfgaEaSnlMi12rjDnTOkzjn3gxsdJjgHSzmCJIi4z6xrvhjKzrYD+wBsRvlZh4+oI/C++X/tPSccK9XqlfZ9kifV4YGbstZkGDDM/W60X0Bt4uYVx5B2XmfUD7gKGOOeWBsrT/j2LGNf2gYdDgDdj308HjozF1xU4ksTWfWQxxeLqgx9wfyFQFuVrlcs04KexWWkHAp/HLqKiep3KT6lnKOT6B/wnPvuvBpYA02PlOwBPBOodDSzEX6VcHijfCf+hsAj4E9CpADFtCTwNvBX7ukWsvAG4J1CvJ7AYaJf0/JnA6/gPzfuBTQr0WuWMCzgo9rNfjX0dHuVrlUdcJwHNwLzAv30K/Xqle5/gu+SGxL7vHPvdF8Vei50Cz7089rwFwFEFfp/niutvsfd//LWZluvvWaS4rgfmx37+M8CugeeeFnsdFwGnFium2OMxwNik50X2WuEvKD+KvYeb8ONqZwJnxo4bcHss5tcJzKyN6nUqt39aQUBERCJXLd1oIiJSxpRsREQkcko2IiISOSUbERGJnJKNiIhETslGREQip2QjIiKRU7IREZHI/X87RZ+OGhXuFAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#优化神经网络\n",
    "optimizer = torch.optim.SGD(net.parameters(), lr = 0.5)\n",
    "loss_func = torch.nn.MSELoss()\n",
    "for t in range(100):\n",
    "    prediction = net(x)\n",
    "    loss = loss_func(prediction,y)\n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    if t % 5 == 0:\n",
    "        plt.cla()\n",
    "        plt.scatter(x.data.numpy(),y.data.numpy())\n",
    "        plt.plot(x.data.numpy(), prediction.data.numpy(),'r-',lw=5)\n",
    "        plt.text(0.5, 0, 'Loss=%.4f' % loss.data.numpy(), fontdict={'size': 20, 'color':  'red'})\n",
    "        plt.pause(0.1)\n",
    "plt.ioff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "pytorch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
